{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Forecasting using Facebook's Prophet package\n",
    "\n",
    "## Introduction:\n",
    "\n",
    "Forecasting is a fundamental data science task. Accurate forecasting is crucial when planning and allocating resources, setting goals and detecting anomalies. However, building reliable and robust forecasting models is challenging and often requires expert input. For example, there may be holidays or other 'one-off' effects that need to be taken in consideration for accurate forecasts. \n",
    "\n",
    "In this short tutorial we will provide an overview forecasting and discuss how to quickly implement your own forecast using the Prophet package recently released by Facebook Core Data Science team. The Prophet package fits an easily interpretable regression model which can account for seasonality trends (e.g., yearly or weekly effects) and holiday effects\n",
    "\n",
    "Throughout this tutorial we will be using an open access TFL dataset relating to the number of TFL cycles borrowed over a period of several years. This dataset will demonstrate considerable season effects (for example there are yearly seasonal effects as customers are likely to cycle in the summer) as well as and holiday effects (in particular, we will study the effects of bank holidays and the tube strike on the number of bikes borrowed!). This dataset will demonstrate considerable season effects (i.e., more likely to cycle in the summer) as well as trend and holiday effects. \n",
    "\n",
    "Before discussing the details of the prophet package, we provide an exploratory overview of the dataset."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Getting started\n",
    "\n",
    "In order to get started, you will need to install the Prophet package. Simply use the following command on Mac and Linux:\n",
    "\n",
    "```\n",
    "pip install fbprophet\n",
    "```\n",
    "\n",
    "For Windows, follow the instructions from [this thread on the official development repository](https://github.com/facebook/prophet/issues/2#issuecomment-296321790)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import modules:\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from fbprophet import Prophet\n",
    "import os\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "#%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The dataset\n",
    "\n",
    "The dataset we will study corresponds to the total number of daily hires for Santander bikes over a period of approximately seven years. You can download the TFL cycle hire dataset from the following website: https://data.london.gov.uk/dataset/number-bicycle-hires"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/anaconda3/envs/cspark/lib/python3.6/site-packages/pandas/io/excel.py:329: FutureWarning: The `sheetname` keyword is deprecated, use `sheet_name` instead\n",
      "  **kwds)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Day</th>\n",
       "      <th>Number of Bicycle Hires</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2010-07-30</td>\n",
       "      <td>6897</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2010-07-31</td>\n",
       "      <td>5564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2010-08-01</td>\n",
       "      <td>4303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2010-08-02</td>\n",
       "      <td>6642</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2010-08-03</td>\n",
       "      <td>7966</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Day  Number of Bicycle Hires\n",
       "0 2010-07-30                     6897\n",
       "1 2010-07-31                     5564\n",
       "2 2010-08-01                     4303\n",
       "3 2010-08-02                     6642\n",
       "4 2010-08-03                     7966"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# load in dataset:\n",
    "# Modify the directory name to the one you placed the dataset in\n",
    "#os.chdir('/somewhere/there/or/here/Data')\n",
    "dat = pd.read_excel('data/tfl-daily-cycle-hires.xls', sheetname='Data')\n",
    "\n",
    "# we are only interested in the first two columns\n",
    "dat = dat[ [u'Day', u'Number of Bicycle Hires']]\n",
    "dat.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot( dat['Day'], dat['Number of Bicycle Hires'])\n",
    "plt.xlabel('Date')\n",
    "plt.ylabel('Number of cycle hires')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the figure above (of daily bike hires) we see several clear effects which are often present in forecasting challenges:\n",
    "\n",
    "1. Seasonality: There is a drop during the winter months and a rise during the summer months. This seasonality is easy to understand but needs to be accounted for in order to obtain reliable forecasts.\n",
    "2. Trends: There is a slight, overall upward trend. This means that the number of cycles hired has increased over time. \n",
    "3. Outliers: There are obvious outliers, notably during the summer of 2015. This coincides with the tube strike, which foreced commuters to find alternative routes. The histogram plot, shown below, highlights the presence of these large positive outliers. \n",
    " \n",
    "In the remainder of this tutorial we will introduce the prophet package and demonstrate how it may be used to handle each of the challenges discussed above. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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x8umyvJUTT7w8VNpX05qHXFUezwOry2sPl74zJ162DFBnALcDn5nV3rh6gRFgZVn+aeA7wAdpjZDaT3B+pCzv4sQTnPvL8oWceILzOVonyYZyzACX88bJ2EbWCpwBnNW2/M/AlU08Dsq2vgO8qyx/stTZyFrbar4TuK7J/431/LMMc+N9/GK30LqK5Fng40u43zuAo8D/0fprez2t+dYDwDPleeYfKGh9qcqzwBPAWNt2fgOYKI/2A2QMOFTe81lmnZRaYK2/ROt/8x4HHi2PLU2sF/h54Hul1kPAH5b2C2hddTBBK0hPL+1vK+sT5fUL2rb18VLPYdquUBjGMcOJQd/IWktdj5XHkzPba+JxULa1CRgvx8Lf0gq+RtZatvd24PvAO9raGltvt4efjJWkyjVpjl6SNAQGvSRVzqCXpMoZ9JJUOYNekipn0EtS5Qx6SaqcQS9Jlft/ekXfIfYBBKYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Histrogram of the data to demonstrate there are large positive outliers.\n",
    "# It is important to note that due to the seasonality, there may also be large \n",
    "# negative outliers, but we cannot spot them in the histogram below as \n",
    "# they are within the range of the data. \n",
    "#\n",
    "# the data appears to be approximately Gaussian, with a few outliers (we discuss these below).\n",
    "# so don't need to transform the data (e.g., via log transform)\n",
    "plt.hist((dat['Number of Bicycle Hires']), bins=40)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The Prophet model\n",
    "\n",
    "The idea behind the prophet package is to decompose time series data into the following three components:\n",
    "\n",
    "- trends: these are non-periodic and systematic trends in the data,\n",
    "- seasonal effects: these are modelled as daily or yearly periodicities in the data (optionally also hourly), and\n",
    "- holiday/one-off effects: these are effectively outliers.\n",
    " \n",
    "Each of these components contribute *additively* to the observed time series. In other words, the number of cycle hires on any give day is *the sum* of the trend component, the seasonal component and the one-off effects. As a result, the model can be mathematically written as follows:\n",
    "\n",
    "$$ y(t) = g(t) + s(t) + h(t) + \\epsilon_t $$\n",
    "\n",
    "where $y(t)$ is the number of cycles hired on day $t$ and $g(t), s(t)$ and $h(t)$ correspond to the growth trend, seasonal effects and holiday effects respectively. Finally, $\\epsilon_t$ accounts for noise. \n",
    "\n",
    "We note that the approach taken in the Prophet packge is different from traditional forecasting models such as [ARMA](https://en.wikipedia.org/wiki/Autoregressive%E2%80%93moving-average_model) models. For example, note that $y(t)$ is not a function of $y(t-1)$ but instead a function of the growth, season and holiday effects. The main advantages of taking an additive approach are as follows.\n",
    "\n",
    "- It provides us with more flexibility. For example, we can easily accomodate irregular measurements.\n",
    "- We can directly interpret each of the additive components and thus untangle the contributions of each aspect to the forecasts. This is important when we look to understand how the data was generated.\n",
    " \n",
    "We now discuss each of the components of the model\n",
    "\n",
    "### Trend component\n",
    "\n",
    "The default trend component in the Prophet package is a linear growth trend with some changepoints. If there are no changepoints, this means that the growth with continue to grow at some linear rate such that:\n",
    "\n",
    "$$ g(t) = \\alpha t$$\n",
    "\n",
    "Changepoints are introduced so that the linear rate of growth can vary. For example, it may be the case that there was 2% daily growth (corresponding to $g(t) = 1.02 \\times t$) for the first year and 1% daily growth (so that $g(t) = 1.01 \\times t$) afterwards.\n",
    "\n",
    "### Seasonal components\n",
    "\n",
    "Seasonality is a crucial component of many time-series and is clearly present in the TFL data we study here. The approach taken in the Prophet package is to consider various seasonal components with varying periodicities. For example, we may have one component with a periodicity of 7 days to capture weekly effects, and another with a periodicity of 365 days to capture yearly effects. By default, the Prophet package includes weekly and yearly seasonalities. This is what makes the most sense in this example, but it is also possible to include other seasonalities.\n",
    "\n",
    "### Holidays/outliers \n",
    "\n",
    "Finally, a well-document difficulty with time-series and forecasting data is the presence of outliers. These are data points which deviate significantly from the distribution of the remainder of the data. If these points are ignored they may possibly lead to poor forecasts and so it is important to consider these points carefully. Recall that in the case of the TFL cycle hire data, there were clear outliers around the time of the 2015 strikes (around the summer of 2015). Other important examples may include holidays or snow days.\n",
    "\n",
    "The Prophet package directly allows for such events by allowing the user to input a list of days which were holidays or potential outliers. The holiday component to the model is then:\n",
    "\n",
    "$$\n",
    "h(t) =\n",
    "\\begin{cases}\n",
    "\\kappa & \\mbox{if $t$ is a holiday/outlier}\\\\\n",
    "0 & \\mbox{otherwise}\n",
    "\\end{cases}\n",
    "$$\n",
    "\n",
    "In this way the scalar $\\kappa$ accounts for large positive/negative values of holidays or potential outliers."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Fitting the model\n",
    "Now that we have the data ready as well as a high-level understanding of the forecasting model we will use, we are ready to fit our model!\n",
    "\n",
    "Before we begin, we must make sure we prepare the data in a correct format. We also need to prepare a `DataFrame` with holidays and the dates of the tube strikes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ds</th>\n",
       "      <th>y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2010-07-30</td>\n",
       "      <td>6897</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2010-07-31</td>\n",
       "      <td>5564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2010-08-01</td>\n",
       "      <td>4303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2010-08-02</td>\n",
       "      <td>6642</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2010-08-03</td>\n",
       "      <td>7966</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          ds     y\n",
       "0 2010-07-30  6897\n",
       "1 2010-07-31  5564\n",
       "2 2010-08-01  4303\n",
       "3 2010-08-02  6642\n",
       "4 2010-08-03  7966"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# The prophet package expects input as a dataframe with the first column indicating time and \n",
    "# the second indicating the time series we wish to forecast\n",
    "\n",
    "dat['Day'] = pd.DatetimeIndex( dat['Day'] )\n",
    "\n",
    "# It also expects these columns to have the names 'ds' and 'y', so we rename them accordingly\n",
    "dat = dat.rename(columns={'Day': 'ds', 'Number of Bicycle Hires': 'y'}) \n",
    "dat.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>holiday</th>\n",
       "      <th>ds</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>BankHoliday</td>\n",
       "      <td>2020-05-25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>BankHoliday</td>\n",
       "      <td>2020-08-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>BankHoliday</td>\n",
       "      <td>2020-12-25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>BankHoliday</td>\n",
       "      <td>2020-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>strike</td>\n",
       "      <td>2017-08-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>strike</td>\n",
       "      <td>2017-08-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>strike</td>\n",
       "      <td>2017-02-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>strike</td>\n",
       "      <td>2015-07-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>strike</td>\n",
       "      <td>2015-07-08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>strike</td>\n",
       "      <td>2015-03-08</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        holiday         ds\n",
       "92  BankHoliday 2020-05-25\n",
       "93  BankHoliday 2020-08-31\n",
       "94  BankHoliday 2020-12-25\n",
       "95  BankHoliday 2020-12-28\n",
       "0        strike 2017-08-05\n",
       "1        strike 2017-08-06\n",
       "2        strike 2017-02-06\n",
       "3        strike 2015-07-09\n",
       "4        strike 2015-07-08\n",
       "5        strike 2015-03-08"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Following our discussion, we add a set of outliers/holidays for our Prophet model.\n",
    "# we make a separate DataFrame for bank holidays and for tube strikes\n",
    "\n",
    "# We get the list of bank holidays from the following csv file:\n",
    "\n",
    "bank_holidays = pd.DataFrame({\n",
    "    'holiday': 'BankHoliday',\n",
    "    'ds'     : pd.to_datetime( list(pd.read_csv('data/BankHolidayLists.csv')['Date']) )\n",
    "})\n",
    "\n",
    "strike_days = pd.DataFrame({\n",
    "    'holiday': 'strike',\n",
    "    'ds'     : pd.to_datetime( ['2017-08-05', '2017-08-06', '2017-02-06', '2015-07-09', '2015-07-08', '2015-03-08'] )\n",
    "})\n",
    "\n",
    "\n",
    "all_holidays_strikes = pd.concat( (bank_holidays, strike_days) )\n",
    "all_holidays_strikes.tail(n=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:fbprophet.forecaster:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n",
      "/anaconda3/envs/cspark/lib/python3.6/site-packages/pystan/misc.py:399: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
      "  elif np.issubdtype(np.asarray(v).dtype, float):\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<fbprophet.forecaster.Prophet at 0x1a1790a048>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# now we are ready to fit a forecast model with prophet\n",
    "forecast_model = Prophet( growth='linear',  weekly_seasonality=3, yearly_seasonality=3, holidays=all_holidays_strikes )\n",
    "forecast_model.fit( dat )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Interpreting and understanding the model\n",
    "\n",
    "Now that we have build our forecasting model, we can interogate the model to understand what it is doing. \n",
    "The first way to do this is to see how the model fits existing data and what a forecast over 1 year looks like. This is shown below. From this plot we notice the model has done a good job of picking up the yearly seasonality."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# we can now study the fit of the model - in order to do so, we need to creat another df\n",
    "df_dates = forecast_model.make_future_dataframe(periods=365, \n",
    "                                                include_history=True)\n",
    "model_predictions = forecast_model.predict( df_dates )\n",
    "plot_pred = forecast_model.plot( model_predictions )\n",
    "plt.legend(loc='best', fontsize=20)\n",
    "plot_pred"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<span style=\"color:blue\">\n",
    "In the plot above, the black dots correspond to the observed number of cycles hired each day (you'll notice that we don't have data beyond the beginning of 2018!). The dark blue line (labeled 'yhat') corresponds to the estimated number of cycles based on the estimated model. We notice it does a good job of capturing the main sources of variability in the data. Finally, the light blue lines correspond to the 80% confidence interval for the models predictions.\n",
    "</span>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To get an even further understanding of the model, we can plot each of the model components. This is shown below. \n",
    "\n",
    "In the top panel we see the linear growth term. Recall that this term contained changepoints so that the rate of growth was allowed to vary over time. We notice that there is a large positive trend from around late 2010 until mid 2012. This is the initial adoption period. Then we notice a slight drop during 2013 before the trend stabilises. \n",
    "\n",
    "The second panel shows the effect of holidays and and tube strikes. The holidays have negative effects whilst the tube strikes have a positive effects. This suggests that the bikes are used for commuting.\n",
    "\n",
    "The final two panels show the estimated yearly and weekly trends of the model. As expected there is a large increase during the summer months when the weather is more pleasant. In the case of the weekly trend, we notice that there is a large drop during weekends. This also suggests that bikes are used for commuting."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x864 with 4 Axes>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x864 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# we can also study the model components - this allows us to further understand the data we study\n",
    "#\n",
    "# we notice the following:\n",
    "# initial trend during 2011-2013 which levels off (there appears to be a dip in summer of 2013, its unclear why)\n",
    "# clear yearly seasonlity with a peak in the summer and drop in winter\n",
    "# also a clear weekly seasonality - it seems the bikes are used mostly during the week (presumably for commuting) than on weekends\n",
    "# Finally, we note that bank holidays lead to a fall in the usage of the bikes, while the days of the strikes lead to significant increases!\n",
    "\n",
    "forecast_model.plot_components( forecast_model.predict(df_dates), \n",
    "                               uncertainty=False )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<span style=\"color:blue\">\n",
    "**Note**: Finally, you may have noticed that the weekly plot appears as if it is continuous valued when we would expect it to be discrete (i.e., one value per day). Intuitively, it makes sense to fit the weekly component as an individual parameter per day of the week. This would result in a discrete weekly component, but it also requires us to estimate 7 parameters (one for each day of the week). This might not be the best way to procede. </span>\n",
    "\n",
    "<span style=\"color:blue\">\n",
    "In the case of the Prophet package, a slightly different approach is employed. Instead of estimate a parameter for each day as discussed above, the instead employ a [fourier series](https://en.wikipedia.org/wiki/Fourier_series) to model the daily effects. This effectively uses a periodic function to predict the number of cycles hired where the period is carefully adjusted to 7 days. For further details, see Section 3.2 of the [Prophet paper](http://amstat.tandfonline.com/doi/abs/10.1080/00031305.2017.1380080#.WoFjRpPFLdQ). \n",
    "</span>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Congratulations on fitting your forecasting model using the Prophet package! If you are interested in learning more about the underlying models and how they are estimated, you can find many more resources on the official Prophet website:\n",
    "\n",
    "https://research.fb.com/prophet-forecasting-at-scale/\n",
    "\n",
    "and the official starting guide on Github:\n",
    "\n",
    "https://facebook.github.io/prophet/docs/quick_start.html#python-api\n",
    "\n",
    "If you more interested in the model details and estimation, you can read the paper associated with the package here:\n",
    "\n",
    "https://peerj.com/preprints/3190.pdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
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 },
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